Ten product data sources in four families flow through a gov

Ten product data sources in four families flow through a govTen product data sources in four families flow through a governed layer into weekly, monthly and quarterly reportsBehaviorProduct telemetryAI traces and evalsCommercialCRMBilling and subscriptionFinance and FP&AVoice of customerSupport ticketsSurveys and NPSSales and customercallsMarketProduct reviewsMarket andcompetitive dataGovernedlayerAccount ID mapMetric dictionarySemantic layerFive-questiontrust checkOwners, freshness,definitions, versionsWeeklyWeekly metricsreviewProduct healthCustomer health listSupport trendsdigestAI quality and costMonthlyFunnel and activationFeature adoptionRetention and NRRPipeline influencePricing and discountQuarterlyQBR packPortfolio review

The product data landscape. Ten sources in four families feed a governed layer (account map, metric dictionary, semantic layer and trust check), and only then the report set. Reports that read raw sources directly are where conflicting numbers come from.